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Author:

Zhou, Chengxun (Zhou, Chengxun.) | Fan, Xiaojie (Fan, Xiaojie.) | Wang, Guangcheng (Wang, Guangcheng.) | Jiang, Yanlin (Jiang, Yanlin.) | Liu, Yuchen (Liu, Yuchen.) | Liu, Hongyan (Liu, Hongyan.) | Gu, Ke (Gu, Ke.)

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EI Scopus

Abstract:

The infrared images have wider practical value in industry, medicine and military. They capture the long wave at the infrared camera, which will cause unique distortions differently to natural images. The current research of image quality assessment (IQA) for infrared images has been largely overlooked so far. To fill this void, we describe a novel benchmark infrared imaging quality evaluation database, dubbed I2QED. The database includes 50 reference (original) images from other available infrared image datasets. The pristine images are distorted by introducing white noise, blur, non-uniformity and compression for the acquisition and transmission of the long wave signals. The 5000 distorted images with various human visual perception quality are obtained by five different levels of degradation for each type. The 5050 images including reference and distorted images are evaluated by 30 inexperienced observers to obtain mean opinion scores (MOS). We analyze the I2QED database using 13 traditional and advanced objective quality evaluation measures. Experimental results confirm the effectiveness and versatility of the proposed database, and weaknesses of existing algorithms. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.

Keyword:

Benchmarking Quality control White noise Image quality Database systems Infrared devices Thermography (imaging) Military photography

Author Community:

  • [ 1 ] [Zhou, Chengxun]Faculty of Information Technology, Beijing University of Technology, Beijing, China
  • [ 2 ] [Zhou, Chengxun]Engineering Research Center of Intelligent Perception and Autonomous Control of Ministry of Education, Beijing, China
  • [ 3 ] [Zhou, Chengxun]Beijing Laboratory of Smart Environmental Protection, Beijing, China
  • [ 4 ] [Zhou, Chengxun]Beijing Artificial Intelligence Institute, Beijing, China
  • [ 5 ] [Zhou, Chengxun]School of Electronic and Information Engineering, Liaoning University of Technology, Liaoning, China
  • [ 6 ] [Zhou, Chengxun]Key Laboratory of Intelligent Control and Optimization for Industrial Equipment of Ministry of Education, Dalian University of Technology, Dalian, China
  • [ 7 ] [Fan, Xiaojie]School of Electronic and Information Engineering, Liaoning University of Technology, Liaoning, China
  • [ 8 ] [Wang, Guangcheng]School of Transportation and Civil Engineering, Nantong University, Nantong, China
  • [ 9 ] [Jiang, Yanlin]Faculty of Information Technology, Beijing University of Technology, Beijing, China
  • [ 10 ] [Jiang, Yanlin]Engineering Research Center of Intelligent Perception and Autonomous Control of Ministry of Education, Beijing, China
  • [ 11 ] [Jiang, Yanlin]Beijing Laboratory of Smart Environmental Protection, Beijing, China
  • [ 12 ] [Jiang, Yanlin]Beijing Artificial Intelligence Institute, Beijing, China
  • [ 13 ] [Liu, Yuchen]Faculty of Information Technology, Beijing University of Technology, Beijing, China
  • [ 14 ] [Liu, Yuchen]Engineering Research Center of Intelligent Perception and Autonomous Control of Ministry of Education, Beijing, China
  • [ 15 ] [Liu, Yuchen]Beijing Laboratory of Smart Environmental Protection, Beijing, China
  • [ 16 ] [Liu, Yuchen]Beijing Artificial Intelligence Institute, Beijing, China
  • [ 17 ] [Liu, Hongyan]Faculty of Information Technology, Beijing University of Technology, Beijing, China
  • [ 18 ] [Liu, Hongyan]Engineering Research Center of Intelligent Perception and Autonomous Control of Ministry of Education, Beijing, China
  • [ 19 ] [Liu, Hongyan]Beijing Laboratory of Smart Environmental Protection, Beijing, China
  • [ 20 ] [Liu, Hongyan]Beijing Artificial Intelligence Institute, Beijing, China
  • [ 21 ] [Gu, Ke]Faculty of Information Technology, Beijing University of Technology, Beijing, China
  • [ 22 ] [Gu, Ke]Engineering Research Center of Intelligent Perception and Autonomous Control of Ministry of Education, Beijing, China
  • [ 23 ] [Gu, Ke]Beijing Laboratory of Smart Environmental Protection, Beijing, China
  • [ 24 ] [Gu, Ke]Beijing Artificial Intelligence Institute, Beijing, China

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Source :

ISSN: 1865-0929

Year: 2024

Volume: 2067 CCIS

Page: 16-27

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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